cashcrown // How we build it
Listings typed by hand in several places, CRM drifting from the portal, publishing takes hours and breeds errors.
[ CRM + dane ofert ] ↓ Qwen3-VL ↓ Gemma 3 ↓ Auto-publikacjaCRM + dane ofert
[ CRM + dane ofert ] ↓ Qwen3-VL ↓ Gemma 3 ↓ Auto-publikacja
a single source of truth for properties
CRM + dane ofert ↓ [ Qwen3-VL ] ↓ Gemma 3 ↓ Auto-publikacja
describes and tags listing photos (vision)
CRM + dane ofert ↓ Qwen3-VL ↓ [ Gemma 3 ] ↓ Auto-publikacja
generates listing copy and summaries
CRM + dane ofert ↓ Qwen3-VL ↓ Gemma 3 ↓ [ Auto-publikacja ]
listing pages auto-generated with a queue and compliance
Upload an image — see the vision model describe and tag it (image in memory, never stored).
Listings generated from the CRM, AI photo descriptions and tags, compliance and task queues — no manual re-typing.
CRM + dane ofert → Qwen3-VL → Gemma 3 → Auto-publikacja